{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3e0fb278",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  Mplfinance Used To Plot Ichimoku Cloud\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71dd20f8",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### mplfinance 'yahoo' styles was used to customize plot:\n",
    "- Type of Plot Use `candle`\n",
    "- Ichimoku Cloud Build With Five Types Lines Named Tenkan-sen, Kijun-sen, Senkou_Span_A, Senkou_Span_B, Chikou_Span\n",
    "- Background, Grid, and Figure Colors\n",
    "- Grid style\n",
    "- Y-Axis On The Right or Left\n",
    "- Matplotlib Defaults\n",
    "- Fill Between Senkou_Span_A, Senkou_Span_B,\n",
    "- Alpha\n",
    "- Color\n",
    "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n",
    "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n",
    "#### Also Other Plot Type Can Be Used\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c23c2983",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "821ec5c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplfinance as mpf\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97992acd",
   "metadata": {},
   "source": [
    "### Read in daily data for the S&P 500 from November of 2019 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a410f0a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 6)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2003-06-25</th>\n",
       "      <td>20.530001</td>\n",
       "      <td>20.83</td>\n",
       "      <td>19.99</td>\n",
       "      <td>20.040001</td>\n",
       "      <td>13.693501</td>\n",
       "      <td>61250600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-06-26</th>\n",
       "      <td>20.299999</td>\n",
       "      <td>20.76</td>\n",
       "      <td>20.15</td>\n",
       "      <td>20.629999</td>\n",
       "      <td>14.096654</td>\n",
       "      <td>52904900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Open   High    Low      Close  Adj Close    Volume\n",
       "Date                                                               \n",
       "2003-06-25  20.530001  20.83  19.99  20.040001  13.693501  61250600\n",
       "2003-06-26  20.299999  20.76  20.15  20.629999  14.096654  52904900"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004-04-07</th>\n",
       "      <td>28.08</td>\n",
       "      <td>28.129999</td>\n",
       "      <td>27.480000</td>\n",
       "      <td>27.620001</td>\n",
       "      <td>18.923342</td>\n",
       "      <td>72680200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-08</th>\n",
       "      <td>28.08</td>\n",
       "      <td>28.139999</td>\n",
       "      <td>27.200001</td>\n",
       "      <td>27.370001</td>\n",
       "      <td>18.752058</td>\n",
       "      <td>71791400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open       High        Low      Close  Adj Close    Volume\n",
       "Date                                                                   \n",
       "2004-04-07  28.08  28.129999  27.480000  27.620001  18.923342  72680200\n",
       "2004-04-08  28.08  28.139999  27.200001  27.370001  18.752058  71791400"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n",
    "\n",
    "df = idf.copy()\n",
    "df.index.name = 'Date'\n",
    "df.shape\n",
    "df.head(2)\n",
    "df.tail(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "177b9f0c",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Tenkan-sen line with `window` = 9.\n",
    "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Kijun-sen line with `window` = 26.\n",
    "- To Obtain Senkou_Span_A Line We Used Tenkan-sen `+` Kijun-sen `divided` by 2 \n",
    "- Here We Use The `rolling max` of `High` and `rolling min` of `Low` To Calculate Senkou_Span_B with  `window` = 52\n",
    "- Here We Use The `shift` for -26\n",
    "- **Here is Following Calculation:**\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aeb8d05b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Formula To Obtain Ichimoku Cloud \n",
    "df['Tenkan-sen'] = (df['High'].rolling(window=9).max() + df['Low'].rolling(window=9).min()) / 2\n",
    "df['Kijun-sen'] = (df['High'].rolling(window=26).max() + df['Low'].rolling(window=26).min()) / 2 \n",
    "df['Senkou_Span_A'] = (df['Tenkan-sen'] + df['Kijun-sen']) / 2 \n",
    "df['Senkou_Span_B'] = (df['High'].rolling(window=52).max() + df['Low'].rolling(window=52).min()) / 2 \n",
    "df['Chikou_Span'] = df['Close'].shift(periods=-26) \n",
    "\n",
    "a = df[['Tenkan-sen']]\n",
    "b = df[['Kijun-sen']]\n",
    "c = df[['Chikou_Span']]\n",
    "d = df[['Senkou_Span_A']]\n",
    "e = df[['Senkou_Span_B']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a89a2241",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot.  \n",
    "\n",
    "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n",
    "\n",
    "We Use `Color` To Define Line Colors\n",
    "\n",
    "We Use `alpha` To Define Depth Line Color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3cc8fd1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "ic = [\n",
    "    mpf.make_addplot(a,color='#fcc905',alpha=0.5,),\n",
    "    mpf.make_addplot(b,color='#F83C78',alpha=0.5,),\n",
    "    mpf.make_addplot(c,color='#8D8D16',alpha=0.8,),\n",
    "    mpf.make_addplot(d,color='#006B3D',alpha=0.8,),\n",
    "    mpf.make_addplot(e,color='#D3212C',alpha=0.8,),\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea29ff4e",
   "metadata": {},
   "source": [
    "Use a dict to specify other attributes (kwargs) for `fill_between`:\n",
    "<br>\n",
    "To demonstrate use of fill_between the `where` kwarg to used\n",
    "<br>\n",
    "`where = df['Senkou_Span_A'] < df['Senkou_Span_B']`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0da8c4d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "ichimoko_fill_up = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] >= df['Senkou_Span_B'], alpha = 0.5, color = '#a6f7a6')\n",
    "ichimoko_fill_down = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] < df['Senkou_Span_B'], alpha = 0.5, color = '#FC8EAC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "236c94af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(\n",
    "    df,\n",
    "    volume=True,\n",
    "    type=\"candle\", \n",
    "    fill_between = [ichimoko_fill_up,ichimoko_fill_down],\n",
    "    style=\"yahoo\",\n",
    "    addplot=ic,\n",
    "    figsize=(20,10)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2c8b141",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
